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https://github.com/ParisNeo/lollms.git
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skills library is now working
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33297e81c7
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@ -2,6 +2,7 @@ from lollms.main_config import LOLLMSConfig
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from lollms.paths import LollmsPaths
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from lollms.personality import PersonalityBuilder, AIPersonality
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from lollms.binding import LLMBinding, BindingBuilder, ModelBuilder
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from lollms.databases.discussions_database import Message
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from lollms.extension import LOLLMSExtension, ExtensionBuilder
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from lollms.config import InstallOption
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from lollms.helpers import ASCIIColors, trace_exception
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@ -128,8 +129,72 @@ class LollmsApplication(LoLLMsCom):
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self.mount_personalities()
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self.mount_extensions()
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def add_discussion_tto_skills_library(self, client:Client):
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pass
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def add_discussion_to_skills_library(self, client: Client):
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messages = client.discussion.get_messages()
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db = client.discussion.skills_db
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# Extract relevant information from messages
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content = self._extract_content(messages)
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# Generate title
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title_prompt = f"Generate a concise title for the following content without any additional explanations or context:\n\n{content}\n\nTitle:"
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title = self._generate_text(title_prompt)
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# Determine category
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category_prompt = f"Determine the most appropriate category for the following title and content, and provide only the category name:\n\nTitle: {title}\nContent: {content}\n\nCategory:"
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category = self._generate_text(category_prompt)
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# Add entry to skills library
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db.add_entry(1, category, title, content)
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return category, title, content
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def _extract_content(self, messages:List[Message]):
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ranked_messages = sorted(messages, key=lambda m: m.rank, reverse=True)
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max_chunk_size = int(self.config.ctx_size * 0.75)
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chunks = []
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current_chunk = ""
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current_chunk_tokens = 0
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for message in ranked_messages:
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rank = message.rank
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sender = message.sender
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text = message.content
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message_content = f"Rank {rank} - {sender}: {text}\n"
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message_tokens = self.model.get_nb_tokens(message_content)
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if current_chunk_tokens + message_tokens <= max_chunk_size:
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current_chunk += message_content
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current_chunk_tokens += message_tokens
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else:
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chunks.append(current_chunk)
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current_chunk = message_content
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current_chunk_tokens = message_tokens
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if current_chunk:
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chunks.append(current_chunk)
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summarized_chunks = []
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for chunk in chunks:
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prompt = f"Summarize the following discussion chunk, keeping only important information that can be used as skills. Use bullet points:\n\n{chunk}"
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max_tokens = self.config.ctx_size - self.model.get_nb_tokens(prompt)
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summarized_chunk = self.model.generate(prompt, max_tokens)
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summarized_chunks.append(summarized_chunk.strip())
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summarized_content = "\n".join(summarized_chunks)
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return summarized_content
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def _generate_text(self, prompt):
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max_tokens = self.config.ctx_size - self.model.get_nb_tokens(prompt)
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generated_text = self.model.generate(prompt, max_tokens)
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return generated_text.strip()
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def get_uploads_path(self, client_id):
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return self.lollms_paths.personal_uploads_path
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@ -111,6 +111,11 @@ class LLMBinding:
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models_folder.mkdir(parents=True, exist_ok=True)
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def get_nb_tokens(self, prompt):
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"""
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Counts the number of tokens in a prtompt
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"""
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return len(self.tokenize(prompt))
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def searchModelFolder(self, model_name:str):
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for mn in self.models_folders:
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@ -4,6 +4,7 @@ from pathlib import Path
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from datetime import datetime
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from lollms.helpers import ASCIIColors
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from lollms.paths import LollmsPaths
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from lollms.databases.skills_database import SkillsLibrary
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import json
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__author__ = "parisneo"
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@ -598,8 +599,8 @@ class Discussion:
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self.discussion_skills_folder.mkdir(exist_ok=True)
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self.discussion_rag_folder.mkdir(exist_ok=True)
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self.messages = self.get_messages()
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self.skills_db = self.discussion_skills_folder/"skills_db.db"
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self.skills_db_path = self.discussion_skills_folder/"skills_db.db"
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self.skills_db = SkillsLibrary(self.skills_db_path)
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if len(self.messages)>0:
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self.current_message = self.messages[-1]
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@ -1,19 +1,15 @@
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import sqlite3
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class SkillsLibrary:
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def __init__(self, db_path):
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self.conn = sqlite3.connect(db_path)
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self.cursor = self.conn.cursor()
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self._create_table()
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def __init__(self, db_path):
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self.conn = sqlite3.connect(db_path)
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self.cursor = self.conn.cursor()
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self.db_path =db_path
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self._initialize_db()
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def _initialize_db(self):
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self.cursor.execute("""
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("""
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CREATE TABLE IF NOT EXISTS skills_library (
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id INTEGER PRIMARY KEY,
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version INTEGER,
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@ -22,29 +18,39 @@ class SkillsLibrary:
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content TEXT
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)
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""")
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self.cursor.execute("""
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cursor.execute("""
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CREATE TABLE IF NOT EXISTS db_info (
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version INTEGER
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)
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""")
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self.cursor.execute("SELECT version FROM db_info")
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version = self.cursor.fetchone()
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cursor.execute("SELECT version FROM db_info")
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version = cursor.fetchone()
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if version is None:
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self.cursor.execute("INSERT INTO db_info (version) VALUES (1)")
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self.conn.commit()
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cursor.execute("INSERT INTO db_info (version) VALUES (1)")
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conn.commit()
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cursor.close()
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conn.close()
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else:
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cursor.close()
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conn.close()
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self._migrate_db(version[0])
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def _migrate_db(self, version):
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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# Perform migrations based on the current version
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# For example, if the current version is 1 and the latest version is 2:
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if version < 2:
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self.cursor.execute("ALTER TABLE skills_library ADD COLUMN new_column TEXT")
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self.cursor.execute("UPDATE db_info SET version = 2")
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self.conn.commit()
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cursor.execute("ALTER TABLE skills_library ADD COLUMN new_column TEXT")
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cursor.execute("UPDATE db_info SET version = 2")
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conn.commit()
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cursor.close()
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conn.close()
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def _create_table(self):
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self.cursor.execute("""
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("""
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CREATE TABLE IF NOT EXISTS skills_library (
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id INTEGER PRIMARY KEY,
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version INTEGER,
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@ -53,29 +59,49 @@ class SkillsLibrary:
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content TEXT
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)
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""")
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self.conn.commit()
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conn.commit()
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cursor.close()
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conn.close()
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def add_entry(self, version, category, title, content):
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self.cursor.execute("""
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("""
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INSERT INTO skills_library (version, category, title, content)
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VALUES (?, ?, ?, ?)
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""", (version, category, title, content))
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self.conn.commit()
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conn.commit()
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cursor.close()
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conn.close()
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def list_entries(self):
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self.cursor.execute("SELECT * FROM skills_library")
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return self.cursor.fetchall()
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("SELECT * FROM skills_library")
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res = cursor.fetchall()
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cursor.close()
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conn.close()
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return res
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def query_entry(self, text):
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self.cursor.execute("""
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("""
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SELECT * FROM skills_library
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WHERE category LIKE ? OR title LIKE ? OR content LIKE ?
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""", (f'%{text}%', f'%{text}%', f'%{text}%'))
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return self.cursor.fetchall()
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res= cursor.fetchall()
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cursor.close()
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conn.close()
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return res
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def remove_entry(self, id):
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self.cursor.execute("DELETE FROM skills_library WHERE id = ?", (id,))
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self.conn.commit()
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conn = sqlite3.connect(self.db_path)
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cursor = conn.cursor()
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cursor.execute("DELETE FROM skills_library WHERE id = ?", (id,))
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conn.commit()
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cursor.close()
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conn.close()
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def export_entries(self, file_path):
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with open(file_path, 'w') as f:
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@ -30,5 +30,14 @@ class DiscussionInfos(BaseModel):
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@router.post("/add_discussion_to_skills_library")
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def add_discussion_to_skills_library(discussionInfos:DiscussionInfos):
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lollmsElfServer.ShowBlockingMessage("Learning...")
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try:
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client = lollmsElfServer.session.get_client(discussionInfos.client_id)
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lollmsElfServer.add_discussion_tto_skills_library(client)
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category, title, content = lollmsElfServer.add_discussion_to_skills_library(client)
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lollmsElfServer.InfoMessage(f"Discussion skill added to skills library:\ntitle:{title}\ncategory:{category}")
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except Exception as ex:
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trace_exception(ex)
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ASCIIColors.error(ex)
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lollmsElfServer.InfoMessage(f"Failed to learn from this discussion because of the follwoing error:\n{ex}")
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return {"status":False,"error":f"{ex}"}
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return {"status":True}
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